{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "default = pd.read_csv('../data/credit_card_default.csv')\n",
    "default.rename(columns=lambda x: x.lower(), inplace=True)\n",
    "default.rename(columns={'pay_0':'pay_1','default payment next month':'default'}, inplace=True)\n",
    "# Base values: female, other_education, not_married\n",
    "default['grad_school'] = (default['education'] == 1).astype('int')\n",
    "default['university'] = (default['education'] == 2).astype('int')\n",
    "default['high_school'] = (default['education'] == 3).astype('int')\n",
    "default.drop('education', axis=1, inplace=True)\n",
    "\n",
    "default['male'] = (default['sex']==1).astype('int')\n",
    "default.drop('sex', axis=1, inplace=True)\n",
    "\n",
    "default['married'] = (default['marriage'] == 1).astype('int')\n",
    "default.drop('marriage', axis=1, inplace=True)\n",
    "\n",
    "# For pay_n features if >0 then it means the customer was delayed on that month\n",
    "pay_features = ['pay_' + str(i) for i in range(1,7)]\n",
    "for p in pay_features:\n",
    "    default[p] = (default[p] > 0).astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1121.62x1080 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bill_amt_features = ['bill_amt'+str(i) for i in range(1,7)]\n",
    "sns.pairplot(default, vars=bill_amt_features, hue='default',\n",
    "             plot_kws={'s':2});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bill_amt1</th>\n",
       "      <th>bill_amt2</th>\n",
       "      <th>bill_amt3</th>\n",
       "      <th>bill_amt4</th>\n",
       "      <th>bill_amt5</th>\n",
       "      <th>bill_amt6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>bill_amt1</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.951484</td>\n",
       "      <td>0.892279</td>\n",
       "      <td>0.860272</td>\n",
       "      <td>0.829779</td>\n",
       "      <td>0.802650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bill_amt2</th>\n",
       "      <td>0.951484</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.928326</td>\n",
       "      <td>0.892482</td>\n",
       "      <td>0.859778</td>\n",
       "      <td>0.831594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bill_amt3</th>\n",
       "      <td>0.892279</td>\n",
       "      <td>0.928326</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.923969</td>\n",
       "      <td>0.883910</td>\n",
       "      <td>0.853320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bill_amt4</th>\n",
       "      <td>0.860272</td>\n",
       "      <td>0.892482</td>\n",
       "      <td>0.923969</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.940134</td>\n",
       "      <td>0.900941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bill_amt5</th>\n",
       "      <td>0.829779</td>\n",
       "      <td>0.859778</td>\n",
       "      <td>0.883910</td>\n",
       "      <td>0.940134</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.946197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bill_amt6</th>\n",
       "      <td>0.802650</td>\n",
       "      <td>0.831594</td>\n",
       "      <td>0.853320</td>\n",
       "      <td>0.900941</td>\n",
       "      <td>0.946197</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           bill_amt1  bill_amt2  bill_amt3  bill_amt4  bill_amt5  bill_amt6\n",
       "bill_amt1   1.000000   0.951484   0.892279   0.860272   0.829779   0.802650\n",
       "bill_amt2   0.951484   1.000000   0.928326   0.892482   0.859778   0.831594\n",
       "bill_amt3   0.892279   0.928326   1.000000   0.923969   0.883910   0.853320\n",
       "bill_amt4   0.860272   0.892482   0.923969   1.000000   0.940134   0.900941\n",
       "bill_amt5   0.829779   0.859778   0.883910   0.940134   1.000000   0.946197\n",
       "bill_amt6   0.802650   0.831594   0.853320   0.900941   0.946197   1.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "default[bill_amt_features].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(copy=True, iterated_power='auto', n_components=None, random_state=None,\n",
       "  svd_solver='auto', tol=0.0, whiten=False)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bill_amt_pca = PCA()\n",
    "bill_amt_pca.fit(default[bill_amt_features])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "explainded_variance= pd.Series(100*bill_amt_pca.explained_variance_ratio_, \n",
    "                               index=['bill_amt_comp_'+str(i) for i in range(1,7)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8,5))\n",
    "explainded_variance.plot(kind='barh', ax=ax);\n",
    "ax.set_title('Explained Variance, PCA of Bill Amount Features');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8,5))\n",
    "explainded_variance.cumsum().plot()\n",
    "ax.set_title('Cumulative Explained Variance, PCA of Bill Amount Features');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
